Dataset statistics
| Number of variables | 40 |
|---|---|
| Number of observations | 32950 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 11 |
| Duplicate rows (%) | < 0.1% |
| Total size in memory | 5.5 MiB |
| Average record size in memory | 174.0 B |
Variable types
| BOOL | 28 |
|---|---|
| NUM | 12 |
| Dataset has 11 (< 0.1%) duplicate rows | Duplicates |
poutcome is highly correlated with pdays | High correlation |
pdays is highly correlated with poutcome | High correlation |
euribor3m is highly correlated with emp.var.rate and 1 other fields | High correlation |
emp.var.rate is highly correlated with euribor3m and 1 other fields | High correlation |
nr.employed is highly correlated with emp.var.rate and 1 other fields | High correlation |
contact_telephone is highly correlated with contact_cellular | High correlation |
contact_cellular is highly correlated with contact_telephone | High correlation |
previous has 28394 (86.2%) zeros | Zeros |
Reproduction
| Analysis started | 2021-01-20 19:02:09.530787 |
|---|---|
| Analysis finished | 2021-01-20 19:02:57.553582 |
| Duration | 48.02 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
age
Real number (ℝ≥0)
| Distinct | 77 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.04021244 |
|---|---|
| Minimum | 17 |
| Maximum | 98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 514.8 KiB |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 26 |
| Q1 | 32 |
| median | 38 |
| Q3 | 47 |
| 95-th percentile | 58 |
| Maximum | 98 |
| Range | 81 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 10.43231316 |
|---|---|
| Coefficient of variation (CV) | 0.2605458993 |
| Kurtosis | 0.7718456354 |
| Mean | 40.04021244 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.777049751 |
| Sum | 1319325 |
| Variance | 108.8331579 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 31 | 1547 | 4.7% | |
| 32 | 1463 | 4.4% | |
| 33 | 1430 | 4.3% | |
| 35 | 1426 | 4.3% | |
| 36 | 1409 | 4.3% | |
| 34 | 1392 | 4.2% | |
| 30 | 1381 | 4.2% | |
| 29 | 1173 | 3.6% | |
| 37 | 1173 | 3.6% | |
| 39 | 1159 | 3.5% | |
| 38 | 1113 | 3.4% | |
| 41 | 1037 | 3.1% | |
| 40 | 929 | 2.8% | |
| 42 | 909 | 2.8% | |
| 45 | 883 | 2.7% | |
| 43 | 828 | 2.5% | |
| 44 | 817 | 2.5% | |
| 28 | 810 | 2.5% | |
| 46 | 810 | 2.5% | |
| 48 | 770 | 2.3% | |
| 47 | 743 | 2.3% | |
| 50 | 701 | 2.1% | |
| 49 | 696 | 2.1% | |
| 27 | 683 | 2.1% | |
| 52 | 640 | 1.9% | |
| Other values (52) | 7028 | 21.3% |
| Value | Count | Frequency (%) | |
| 17 | 4 | < 0.1% | |
| 18 | 23 | 0.1% | |
| 19 | 33 | 0.1% | |
| 20 | 53 | 0.2% | |
| 21 | 89 | 0.3% | |
| 22 | 109 | 0.3% | |
| 23 | 185 | 0.6% | |
| 24 | 370 | 1.1% | |
| 25 | 477 | 1.4% | |
| 26 | 548 | 1.7% |
| Value | Count | Frequency (%) | |
| 98 | 2 | < 0.1% | |
| 95 | 1 | < 0.1% | |
| 94 | 1 | < 0.1% | |
| 92 | 3 | < 0.1% | |
| 91 | 2 | < 0.1% | |
| 89 | 2 | < 0.1% | |
| 88 | 16 | < 0.1% | |
| 86 | 7 | < 0.1% | |
| 85 | 13 | < 0.1% | |
| 84 | 4 | < 0.1% |
marital
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 514.8 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 19966 | 60.6% | |
| 0 | 12984 | 39.4% |
default
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 514.8 KiB |
| 0 | |
|---|---|
| 1 | 3 |
| Value | Count | Frequency (%) | |
| 0 | 32947 | > 99.9% | |
| 1 | 3 | < 0.1% |
housing
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 514.8 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 17232 | 52.3% | |
| 0 | 15718 | 47.7% |
loan
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 514.8 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 27948 | 84.8% | |
| 1 | 5002 | 15.2% |
month
Real number (ℝ≥0)
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.605280728 |
|---|---|
| Minimum | 3 |
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 514.8 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 11 |
| Maximum | 12 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.041098571 |
|---|---|
| Coefficient of variation (CV) | 0.309010117 |
| Kurtosis | -0.02206753928 |
| Mean | 6.605280728 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.859118905 |
| Sum | 217644 |
| Variance | 4.166083376 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 5 | 11073 | 33.6% | |
| 7 | 5753 | 17.5% | |
| 8 | 4882 | 14.8% | |
| 6 | 4251 | 12.9% | |
| 11 | 3296 | 10.0% | |
| 4 | 2108 | 6.4% | |
| 10 | 569 | 1.7% | |
| 9 | 453 | 1.4% | |
| 3 | 421 | 1.3% | |
| 12 | 144 | 0.4% |
| Value | Count | Frequency (%) | |
| 3 | 421 | 1.3% | |
| 4 | 2108 | 6.4% | |
| 5 | 11073 | 33.6% | |
| 6 | 4251 | 12.9% | |
| 7 | 5753 | 17.5% | |
| 8 | 4882 | 14.8% | |
| 9 | 453 | 1.4% | |
| 10 | 569 | 1.7% | |
| 11 | 3296 | 10.0% | |
| 12 | 144 | 0.4% |
| Value | Count | Frequency (%) | |
| 12 | 144 | 0.4% | |
| 11 | 3296 | 10.0% | |
| 10 | 569 | 1.7% | |
| 9 | 453 | 1.4% | |
| 8 | 4882 | 14.8% | |
| 7 | 5753 | 17.5% | |
| 6 | 4251 | 12.9% | |
| 5 | 11073 | 33.6% | |
| 4 | 2108 | 6.4% | |
| 3 | 421 | 1.3% |
day_of_week
Real number (ℝ≥0)
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.980789074 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 514.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.41158046 |
|---|---|
| Coefficient of variation (CV) | 0.4735593242 |
| Kurtosis | -1.301078429 |
| Mean | 2.980789074 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.001154769638 |
| Sum | 98217 |
| Variance | 1.992559394 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 4 | 6937 | 21.1% | |
| 1 | 6802 | 20.6% | |
| 2 | 6484 | 19.7% | |
| 3 | 6468 | 19.6% | |
| 5 | 6259 | 19.0% |
| Value | Count | Frequency (%) | |
| 1 | 6802 | 20.6% | |
| 2 | 6484 | 19.7% | |
| 3 | 6468 | 19.6% | |
| 4 | 6937 | 21.1% | |
| 5 | 6259 | 19.0% |
| Value | Count | Frequency (%) | |
| 5 | 6259 | 19.0% | |
| 4 | 6937 | 21.1% | |
| 3 | 6468 | 19.6% | |
| 2 | 6484 | 19.7% | |
| 1 | 6802 | 20.6% |
duration
Real number (ℝ≥0)
| Distinct | 1463 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 257.3352049 |
|---|---|
| Minimum | 0 |
| Maximum | 4918 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Memory size | 514.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 36 |
| Q1 | 102 |
| median | 179 |
| Q3 | 318 |
| 95-th percentile | 746 |
| Maximum | 4918 |
| Range | 4918 |
| Interquartile range (IQR) | 216 |
Descriptive statistics
| Standard deviation | 257.3316998 |
|---|---|
| Coefficient of variation (CV) | 0.9999863793 |
| Kurtosis | 20.16816732 |
| Mean | 257.3352049 |
| Median Absolute Deviation (MAD) | 93 |
| Skewness | 3.24507812 |
| Sum | 8479195 |
| Variance | 66219.60371 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 136 | 144 | 0.4% | |
| 85 | 139 | 0.4% | |
| 92 | 138 | 0.4% | |
| 72 | 137 | 0.4% | |
| 124 | 134 | 0.4% | |
| 135 | 132 | 0.4% | |
| 126 | 132 | 0.4% | |
| 97 | 132 | 0.4% | |
| 104 | 130 | 0.4% | |
| 82 | 129 | 0.4% | |
| 93 | 129 | 0.4% | |
| 90 | 129 | 0.4% | |
| 89 | 129 | 0.4% | |
| 114 | 128 | 0.4% | |
| 73 | 128 | 0.4% | |
| 87 | 128 | 0.4% | |
| 106 | 127 | 0.4% | |
| 88 | 126 | 0.4% | |
| 107 | 126 | 0.4% | |
| 122 | 125 | 0.4% | |
| 112 | 125 | 0.4% | |
| 109 | 123 | 0.4% | |
| 127 | 122 | 0.4% | |
| 83 | 122 | 0.4% | |
| 111 | 122 | 0.4% | |
| Other values (1438) | 29714 | 90.2% |
| Value | Count | Frequency (%) | |
| 0 | 4 | < 0.1% | |
| 1 | 3 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 3 | < 0.1% | |
| 4 | 10 | < 0.1% | |
| 5 | 24 | 0.1% | |
| 6 | 31 | 0.1% | |
| 7 | 38 | 0.1% | |
| 8 | 54 | 0.2% | |
| 9 | 67 | 0.2% |
| Value | Count | Frequency (%) | |
| 4918 | 1 | < 0.1% | |
| 3785 | 1 | < 0.1% | |
| 3643 | 1 | < 0.1% | |
| 3509 | 1 | < 0.1% | |
| 3422 | 1 | < 0.1% | |
| 3366 | 1 | < 0.1% | |
| 3322 | 1 | < 0.1% | |
| 3284 | 1 | < 0.1% | |
| 3253 | 1 | < 0.1% | |
| 3183 | 1 | < 0.1% |
campaign
Real number (ℝ≥0)
| Distinct | 39 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.561729894 |
|---|---|
| Minimum | 1 |
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 514.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 56 |
| Range | 55 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.763646396 |
|---|---|
| Coefficient of variation (CV) | 1.078820371 |
| Kurtosis | 37.7007375 |
| Mean | 2.561729894 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.791548913 |
| Sum | 84409 |
| Variance | 7.6377414 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 14148 | 42.9% | |
| 2 | 8447 | 25.6% | |
| 3 | 4277 | 13.0% | |
| 4 | 2097 | 6.4% | |
| 5 | 1295 | 3.9% | |
| 6 | 776 | 2.4% | |
| 7 | 505 | 1.5% | |
| 8 | 320 | 1.0% | |
| 9 | 217 | 0.7% | |
| 10 | 178 | 0.5% | |
| 11 | 137 | 0.4% | |
| 12 | 103 | 0.3% | |
| 13 | 69 | 0.2% | |
| 14 | 57 | 0.2% | |
| 17 | 44 | 0.1% | |
| 15 | 43 | 0.1% | |
| 16 | 41 | 0.1% | |
| 20 | 26 | 0.1% | |
| 18 | 26 | 0.1% | |
| 19 | 18 | 0.1% | |
| 21 | 17 | 0.1% | |
| 22 | 15 | < 0.1% | |
| 23 | 15 | < 0.1% | |
| 24 | 13 | < 0.1% | |
| 29 | 10 | < 0.1% | |
| Other values (14) | 56 | 0.2% |
| Value | Count | Frequency (%) | |
| 1 | 14148 | 42.9% | |
| 2 | 8447 | 25.6% | |
| 3 | 4277 | 13.0% | |
| 4 | 2097 | 6.4% | |
| 5 | 1295 | 3.9% | |
| 6 | 776 | 2.4% | |
| 7 | 505 | 1.5% | |
| 8 | 320 | 1.0% | |
| 9 | 217 | 0.7% | |
| 10 | 178 | 0.5% |
| Value | Count | Frequency (%) | |
| 56 | 1 | < 0.1% | |
| 43 | 2 | < 0.1% | |
| 42 | 2 | < 0.1% | |
| 40 | 2 | < 0.1% | |
| 35 | 5 | < 0.1% | |
| 34 | 3 | < 0.1% | |
| 33 | 3 | < 0.1% | |
| 32 | 2 | < 0.1% | |
| 31 | 6 | < 0.1% | |
| 30 | 3 | < 0.1% |
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 962.17478 |
|---|---|
| Minimum | 0 |
| Maximum | 999 |
| Zeros | 12 |
| Zeros (%) | < 0.1% |
| Memory size | 514.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 999 |
| Q1 | 999 |
| median | 999 |
| Q3 | 999 |
| 95-th percentile | 999 |
| Maximum | 999 |
| Range | 999 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 187.6467855 |
|---|---|
| Coefficient of variation (CV) | 0.1950235959 |
| Kurtosis | 22.00769747 |
| Mean | 962.17478 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -4.899583916 |
| Sum | 31703659 |
| Variance | 35211.31611 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 999 | 31728 | 96.3% | |
| 3 | 350 | 1.1% | |
| 6 | 326 | 1.0% | |
| 4 | 93 | 0.3% | |
| 2 | 55 | 0.2% | |
| 9 | 54 | 0.2% | |
| 12 | 48 | 0.1% | |
| 7 | 47 | 0.1% | |
| 5 | 39 | 0.1% | |
| 10 | 39 | 0.1% | |
| 13 | 30 | 0.1% | |
| 11 | 24 | 0.1% | |
| 1 | 22 | 0.1% | |
| 15 | 22 | 0.1% | |
| 14 | 16 | < 0.1% | |
| 8 | 13 | < 0.1% | |
| 0 | 12 | < 0.1% | |
| 16 | 8 | < 0.1% | |
| 17 | 7 | < 0.1% | |
| 18 | 7 | < 0.1% | |
| 19 | 3 | < 0.1% | |
| 21 | 2 | < 0.1% | |
| 22 | 2 | < 0.1% | |
| 26 | 1 | < 0.1% | |
| 20 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 12 | < 0.1% | |
| 1 | 22 | 0.1% | |
| 2 | 55 | 0.2% | |
| 3 | 350 | 1.1% | |
| 4 | 93 | 0.3% | |
| 5 | 39 | 0.1% | |
| 6 | 326 | 1.0% | |
| 7 | 47 | 0.1% | |
| 8 | 13 | < 0.1% | |
| 9 | 54 | 0.2% |
| Value | Count | Frequency (%) | |
| 999 | 31728 | 96.3% | |
| 27 | 1 | < 0.1% | |
| 26 | 1 | < 0.1% | |
| 22 | 2 | < 0.1% | |
| 21 | 2 | < 0.1% | |
| 20 | 1 | < 0.1% | |
| 19 | 3 | < 0.1% | |
| 18 | 7 | < 0.1% | |
| 17 | 7 | < 0.1% | |
| 16 | 8 | < 0.1% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1747799697 |
|---|---|
| Minimum | 0 |
| Maximum | 7 |
| Zeros | 28394 |
| Zeros (%) | 86.2% |
| Memory size | 514.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4965033629 |
|---|---|
| Coefficient of variation (CV) | 2.840733775 |
| Kurtosis | 19.94757787 |
| Mean | 0.1747799697 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.808522604 |
| Sum | 5759 |
| Variance | 0.2465155894 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 28394 | 86.2% | |
| 1 | 3703 | 11.2% | |
| 2 | 603 | 1.8% | |
| 3 | 175 | 0.5% | |
| 4 | 56 | 0.2% | |
| 5 | 14 | < 0.1% | |
| 6 | 4 | < 0.1% | |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 28394 | 86.2% | |
| 1 | 3703 | 11.2% | |
| 2 | 603 | 1.8% | |
| 3 | 175 | 0.5% | |
| 4 | 56 | 0.2% | |
| 5 | 14 | < 0.1% | |
| 6 | 4 | < 0.1% | |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 7 | 1 | < 0.1% | |
| 6 | 4 | < 0.1% | |
| 5 | 14 | < 0.1% | |
| 4 | 56 | 0.2% | |
| 3 | 175 | 0.5% | |
| 2 | 603 | 1.8% | |
| 1 | 3703 | 11.2% | |
| 0 | 28394 | 86.2% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 514.8 KiB |
| 0 | |
|---|---|
| 1 | 1105 |
| Value | Count | Frequency (%) | |
| 0 | 31845 | 96.6% | |
| 1 | 1105 | 3.4% |
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0762276176 |
|---|---|
| Minimum | -3.4 |
| Maximum | 1.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 514.8 KiB |
Quantile statistics
| Minimum | -3.4 |
|---|---|
| 5-th percentile | -2.9 |
| Q1 | -1.8 |
| median | 1.1 |
| Q3 | 1.4 |
| 95-th percentile | 1.4 |
| Maximum | 1.4 |
| Range | 4.8 |
| Interquartile range (IQR) | 3.2 |
Descriptive statistics
| Standard deviation | 1.572241965 |
|---|---|
| Coefficient of variation (CV) | 20.62562119 |
| Kurtosis | -1.073664391 |
| Mean | 0.0762276176 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.7169400989 |
| Sum | 2511.7 |
| Variance | 2.471944796 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1.4 | 12927 | 39.2% | |
| -1.8 | 7392 | 22.4% | |
| 1.1 | 6210 | 18.8% | |
| -0.1 | 2960 | 9.0% | |
| -2.9 | 1348 | 4.1% | |
| -3.4 | 854 | 2.6% | |
| -1.7 | 611 | 1.9% | |
| -1.1 | 504 | 1.5% | |
| -3 | 136 | 0.4% | |
| -0.2 | 8 | < 0.1% |
| Value | Count | Frequency (%) | |
| -3.4 | 854 | 2.6% | |
| -3 | 136 | 0.4% | |
| -2.9 | 1348 | 4.1% | |
| -1.8 | 7392 | 22.4% | |
| -1.7 | 611 | 1.9% | |
| -1.1 | 504 | 1.5% | |
| -0.2 | 8 | < 0.1% | |
| -0.1 | 2960 | 9.0% | |
| 1.1 | 6210 | 18.8% | |
| 1.4 | 12927 | 39.2% |
| Value | Count | Frequency (%) | |
| 1.4 | 12927 | 39.2% | |
| 1.1 | 6210 | 18.8% | |
| -0.1 | 2960 | 9.0% | |
| -0.2 | 8 | < 0.1% | |
| -1.1 | 504 | 1.5% | |
| -1.7 | 611 | 1.9% | |
| -1.8 | 7392 | 22.4% | |
| -2.9 | 1348 | 4.1% | |
| -3 | 136 | 0.4% | |
| -3.4 | 854 | 2.6% |
cons.price.idx
Real number (ℝ≥0)
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.57424343 |
|---|---|
| Minimum | 92.201 |
| Maximum | 94.767 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 514.8 KiB |
Quantile statistics
| Minimum | 92.201 |
|---|---|
| 5-th percentile | 92.713 |
| Q1 | 93.075 |
| median | 93.749 |
| Q3 | 93.994 |
| 95-th percentile | 94.465 |
| Maximum | 94.767 |
| Range | 2.566 |
| Interquartile range (IQR) | 0.919 |
Descriptive statistics
| Standard deviation | 0.5786358031 |
|---|---|
| Coefficient of variation (CV) | 0.006183708057 |
| Kurtosis | -0.8359512246 |
| Mean | 93.57424343 |
| Median Absolute Deviation (MAD) | 0.38 |
| Skewness | -0.2267829565 |
| Sum | 3083271.321 |
| Variance | 0.3348193926 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 93.994 | 6210 | 18.8% | |
| 93.918 | 5364 | 16.3% | |
| 92.893 | 4687 | 14.2% | |
| 93.444 | 4089 | 12.4% | |
| 94.465 | 3474 | 10.5% | |
| 93.2 | 2907 | 8.8% | |
| 93.075 | 1966 | 6.0% | |
| 92.201 | 613 | 1.9% | |
| 92.963 | 595 | 1.8% | |
| 92.431 | 354 | 1.1% | |
| 92.649 | 286 | 0.9% | |
| 94.215 | 249 | 0.8% | |
| 94.199 | 239 | 0.7% | |
| 92.379 | 214 | 0.6% | |
| 92.843 | 212 | 0.6% | |
| 93.369 | 209 | 0.6% | |
| 94.055 | 182 | 0.6% | |
| 94.027 | 180 | 0.5% | |
| 93.876 | 176 | 0.5% | |
| 94.601 | 162 | 0.5% | |
| 93.749 | 142 | 0.4% | |
| 92.469 | 140 | 0.4% | |
| 92.713 | 136 | 0.4% | |
| 94.767 | 103 | 0.3% | |
| 93.798 | 53 | 0.2% |
| Value | Count | Frequency (%) | |
| 92.201 | 613 | 1.9% | |
| 92.379 | 214 | 0.6% | |
| 92.431 | 354 | 1.1% | |
| 92.469 | 140 | 0.4% | |
| 92.649 | 286 | 0.9% | |
| 92.713 | 136 | 0.4% | |
| 92.756 | 8 | < 0.1% | |
| 92.843 | 212 | 0.6% | |
| 92.893 | 4687 | 14.2% | |
| 92.963 | 595 | 1.8% |
| Value | Count | Frequency (%) | |
| 94.767 | 103 | 0.3% | |
| 94.601 | 162 | 0.5% | |
| 94.465 | 3474 | 10.5% | |
| 94.215 | 249 | 0.8% | |
| 94.199 | 239 | 0.7% | |
| 94.055 | 182 | 0.6% | |
| 94.027 | 180 | 0.5% | |
| 93.994 | 6210 | 18.8% | |
| 93.918 | 5364 | 16.3% | |
| 93.876 | 176 | 0.5% |
cons.conf.idx
Real number (ℝ)
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -40.51867982 |
|---|---|
| Minimum | -50.8 |
| Maximum | -26.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 514.8 KiB |
Quantile statistics
| Minimum | -50.8 |
|---|---|
| 5-th percentile | -47.1 |
| Q1 | -42.7 |
| median | -41.8 |
| Q3 | -36.4 |
| 95-th percentile | -33.6 |
| Maximum | -26.9 |
| Range | 23.9 |
| Interquartile range (IQR) | 6.3 |
Descriptive statistics
| Standard deviation | 4.623004314 |
|---|---|
| Coefficient of variation (CV) | -0.1140956303 |
| Kurtosis | -0.3569941733 |
| Mean | -40.51867982 |
| Median Absolute Deviation (MAD) | 4.4 |
| Skewness | 0.310353195 |
| Sum | -1335090.5 |
| Variance | 21.37216888 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| -36.4 | 6210 | 18.8% | |
| -42.7 | 5364 | 16.3% | |
| -46.2 | 4687 | 14.2% | |
| -36.1 | 4089 | 12.4% | |
| -41.8 | 3474 | 10.5% | |
| -42 | 2907 | 8.8% | |
| -47.1 | 1966 | 6.0% | |
| -31.4 | 613 | 1.9% | |
| -40.8 | 595 | 1.8% | |
| -26.9 | 354 | 1.1% | |
| -30.1 | 286 | 0.9% | |
| -40.3 | 249 | 0.8% | |
| -37.5 | 239 | 0.7% | |
| -29.8 | 214 | 0.6% | |
| -50 | 212 | 0.6% | |
| -34.8 | 209 | 0.6% | |
| -39.8 | 182 | 0.6% | |
| -38.3 | 180 | 0.5% | |
| -40 | 176 | 0.5% | |
| -49.5 | 162 | 0.5% | |
| -34.6 | 142 | 0.4% | |
| -33.6 | 140 | 0.4% | |
| -33 | 136 | 0.4% | |
| -50.8 | 103 | 0.3% | |
| -40.4 | 53 | 0.2% |
| Value | Count | Frequency (%) | |
| -50.8 | 103 | 0.3% | |
| -50 | 212 | 0.6% | |
| -49.5 | 162 | 0.5% | |
| -47.1 | 1966 | 6.0% | |
| -46.2 | 4687 | 14.2% | |
| -45.9 | 8 | < 0.1% | |
| -42.7 | 5364 | 16.3% | |
| -42 | 2907 | 8.8% | |
| -41.8 | 3474 | 10.5% | |
| -40.8 | 595 | 1.8% |
| Value | Count | Frequency (%) | |
| -26.9 | 354 | 1.1% | |
| -29.8 | 214 | 0.6% | |
| -30.1 | 286 | 0.9% | |
| -31.4 | 613 | 1.9% | |
| -33 | 136 | 0.4% | |
| -33.6 | 140 | 0.4% | |
| -34.6 | 142 | 0.4% | |
| -34.8 | 209 | 0.6% | |
| -36.1 | 4089 | 12.4% | |
| -36.4 | 6210 | 18.8% |
| Distinct | 314 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.615653596 |
|---|---|
| Minimum | 0.634 |
| Maximum | 5.045 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 514.8 KiB |
Quantile statistics
| Minimum | 0.634 |
|---|---|
| 5-th percentile | 0.797 |
| Q1 | 1.344 |
| median | 4.857 |
| Q3 | 4.961 |
| 95-th percentile | 4.966 |
| Maximum | 5.045 |
| Range | 4.411 |
| Interquartile range (IQR) | 3.617 |
Descriptive statistics
| Standard deviation | 1.73574798 |
|---|---|
| Coefficient of variation (CV) | 0.4800647889 |
| Kurtosis | -1.416898308 |
| Mean | 3.615653596 |
| Median Absolute Deviation (MAD) | 0.108 |
| Skewness | -0.7021616926 |
| Sum | 119135.786 |
| Variance | 3.012821051 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 4.857 | 2271 | 6.9% | |
| 4.962 | 2061 | 6.3% | |
| 4.963 | 1968 | 6.0% | |
| 4.961 | 1512 | 4.6% | |
| 4.856 | 983 | 3.0% | |
| 4.964 | 932 | 2.8% | |
| 1.405 | 924 | 2.8% | |
| 4.864 | 849 | 2.6% | |
| 4.965 | 845 | 2.6% | |
| 4.96 | 811 | 2.5% | |
| 4.968 | 788 | 2.4% | |
| 4.959 | 717 | 2.2% | |
| 4.86 | 715 | 2.2% | |
| 4.855 | 668 | 2.0% | |
| 4.076 | 658 | 2.0% | |
| 1.266 | 654 | 2.0% | |
| 4.859 | 629 | 1.9% | |
| 4.12 | 594 | 1.8% | |
| 4.858 | 581 | 1.8% | |
| 4.153 | 561 | 1.7% | |
| 4.021 | 548 | 1.7% | |
| 4.967 | 518 | 1.6% | |
| 1.281 | 511 | 1.6% | |
| 4.191 | 497 | 1.5% | |
| 4.966 | 489 | 1.5% | |
| Other values (289) | 10666 | 32.4% |
| Value | Count | Frequency (%) | |
| 0.634 | 6 | < 0.1% | |
| 0.635 | 32 | 0.1% | |
| 0.636 | 10 | < 0.1% | |
| 0.637 | 6 | < 0.1% | |
| 0.638 | 6 | < 0.1% | |
| 0.639 | 16 | < 0.1% | |
| 0.64 | 9 | < 0.1% | |
| 0.642 | 32 | 0.1% | |
| 0.643 | 20 | 0.1% | |
| 0.644 | 29 | 0.1% |
| Value | Count | Frequency (%) | |
| 5.045 | 7 | < 0.1% | |
| 5 | 7 | < 0.1% | |
| 4.97 | 142 | 0.4% | |
| 4.968 | 788 | 2.4% | |
| 4.967 | 518 | 1.6% | |
| 4.966 | 489 | 1.5% | |
| 4.965 | 845 | 2.6% | |
| 4.964 | 932 | 2.8% | |
| 4.963 | 1968 | 6.0% | |
| 4.962 | 2061 | 6.3% |
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5166.859608 |
|---|---|
| Minimum | 4963.6 |
| Maximum | 5228.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 514.8 KiB |
Quantile statistics
| Minimum | 4963.6 |
|---|---|
| 5-th percentile | 5017.5 |
| Q1 | 5099.1 |
| median | 5191 |
| Q3 | 5228.1 |
| 95-th percentile | 5228.1 |
| Maximum | 5228.1 |
| Range | 264.5 |
| Interquartile range (IQR) | 129 |
Descriptive statistics
| Standard deviation | 72.20844837 |
|---|---|
| Coefficient of variation (CV) | 0.01397530683 |
| Kurtosis | -0.01823278267 |
| Mean | 5166.859608 |
| Median Absolute Deviation (MAD) | 37.1 |
| Skewness | -1.03710511 |
| Sum | 170248024.1 |
| Variance | 5214.060016 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 5228.1 | 12927 | 39.2% | |
| 5099.1 | 6865 | 20.8% | |
| 5191 | 6210 | 18.8% | |
| 5195.8 | 2960 | 9.0% | |
| 5076.2 | 1348 | 4.1% | |
| 5017.5 | 854 | 2.6% | |
| 4991.6 | 611 | 1.9% | |
| 5008.7 | 527 | 1.6% | |
| 4963.6 | 504 | 1.5% | |
| 5023.5 | 136 | 0.4% | |
| 5176.3 | 8 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4963.6 | 504 | 1.5% | |
| 4991.6 | 611 | 1.9% | |
| 5008.7 | 527 | 1.6% | |
| 5017.5 | 854 | 2.6% | |
| 5023.5 | 136 | 0.4% | |
| 5076.2 | 1348 | 4.1% | |
| 5099.1 | 6865 | 20.8% | |
| 5176.3 | 8 | < 0.1% | |
| 5191 | 6210 | 18.8% | |
| 5195.8 | 2960 | 9.0% |
| Value | Count | Frequency (%) | |
| 5228.1 | 12927 | 39.2% | |
| 5195.8 | 2960 | 9.0% | |
| 5191 | 6210 | 18.8% | |
| 5176.3 | 8 | < 0.1% | |
| 5099.1 | 6865 | 20.8% | |
| 5076.2 | 1348 | 4.1% | |
| 5023.5 | 136 | 0.4% | |
| 5017.5 | 854 | 2.6% | |
| 5008.7 | 527 | 1.6% | |
| 4991.6 | 611 | 1.9% |
job_admin.
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 289.6 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 24611 | 74.7% | |
| 1 | 8339 | 25.3% |
job_blue-collar
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 289.6 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 25594 | 77.7% | |
| 1 | 7356 | 22.3% |
job_entrepreneur
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 289.6 KiB |
| 0 | |
|---|---|
| 1 | 1193 |
| Value | Count | Frequency (%) | |
| 0 | 31757 | 96.4% | |
| 1 | 1193 | 3.6% |
job_housemaid
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 289.6 KiB |
| 0 | |
|---|---|
| 1 | 854 |
| Value | Count | Frequency (%) | |
| 0 | 32096 | 97.4% | |
| 1 | 854 | 2.6% |
job_management
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 289.6 KiB |
| 0 | |
|---|---|
| 1 | 2343 |
| Value | Count | Frequency (%) | |
| 0 | 30607 | 92.9% | |
| 1 | 2343 | 7.1% |
job_retired
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 289.6 KiB |
| 0 | |
|---|---|
| 1 | 1388 |
| Value | Count | Frequency (%) | |
| 0 | 31562 | 95.8% | |
| 1 | 1388 | 4.2% |
job_self-employed
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 289.6 KiB |
| 0 | |
|---|---|
| 1 | 1140 |
| Value | Count | Frequency (%) | |
| 0 | 31810 | 96.5% | |
| 1 | 1140 | 3.5% |
job_services
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 289.6 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 29789 | 90.4% | |
| 1 | 3161 | 9.6% |
job_student
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 289.6 KiB |
| 0 | |
|---|---|
| 1 | 682 |
| Value | Count | Frequency (%) | |
| 0 | 32268 | 97.9% | |
| 1 | 682 | 2.1% |
job_technician
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 289.6 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 27524 | 83.5% | |
| 1 | 5426 | 16.5% |
job_unemployed
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 289.6 KiB |
| 0 | |
|---|---|
| 1 | 793 |
| Value | Count | Frequency (%) | |
| 0 | 32157 | 97.6% | |
| 1 | 793 | 2.4% |
job_unknown
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 289.6 KiB |
| 0 | |
|---|---|
| 1 | 275 |
| Value | Count | Frequency (%) | |
| 0 | 32675 | 99.2% | |
| 1 | 275 | 0.8% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 289.6 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 20946 | 63.6% | |
| 0 | 12004 | 36.4% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 289.6 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 20946 | 63.6% | |
| 1 | 12004 | 36.4% |
education_basic.4y
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 289.6 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 29617 | 89.9% | |
| 1 | 3333 | 10.1% |
education_basic.6y
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 289.6 KiB |
| 0 | |
|---|---|
| 1 | 1847 |
| Value | Count | Frequency (%) | |
| 0 | 31103 | 94.4% | |
| 1 | 1847 | 5.6% |
education_basic.9y
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 289.6 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 28090 | 85.3% | |
| 1 | 4860 | 14.7% |
education_high.school
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 289.6 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 25397 | 77.1% | |
| 1 | 7553 | 22.9% |
education_illiterate
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 289.6 KiB |
| 0 | |
|---|---|
| 1 | 15 |
| Value | Count | Frequency (%) | |
| 0 | 32935 | > 99.9% | |
| 1 | 15 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 289.6 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 28721 | 87.2% | |
| 1 | 4229 | 12.8% |
education_university.degree
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 289.6 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 23233 | 70.5% | |
| 1 | 9717 | 29.5% |
education_unknown
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 289.6 KiB |
| 0 | |
|---|---|
| 1 | 1396 |
| Value | Count | Frequency (%) | |
| 0 | 31554 | 95.8% | |
| 1 | 1396 | 4.2% |
y
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 514.8 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 29258 | 88.8% | |
| 1 | 3692 | 11.2% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| age | marital | default | housing | loan | month | day_of_week | duration | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | job_admin. | job_blue-collar | job_entrepreneur | job_housemaid | job_management | job_retired | job_self-employed | job_services | job_student | job_technician | job_unemployed | job_unknown | contact_cellular | contact_telephone | education_basic.4y | education_basic.6y | education_basic.9y | education_high.school | education_illiterate | education_professional.course | education_university.degree | education_unknown | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 57 | 1 | 0 | 0 | 1 | 5 | 1 | 371 | 1 | 999 | 1 | 0 | -1.80 | 92.89 | -46.20 | 1.30 | 5099.10 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
| 1 | 55 | 1 | 0 | 1 | 0 | 5 | 4 | 285 | 2 | 999 | 0 | 0 | 1.10 | 93.99 | -36.40 | 4.86 | 5191.00 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 2 | 33 | 1 | 0 | 0 | 0 | 5 | 5 | 52 | 1 | 999 | 1 | 0 | -1.80 | 92.89 | -46.20 | 1.31 | 5099.10 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
| 3 | 36 | 1 | 0 | 0 | 0 | 6 | 5 | 355 | 4 | 999 | 0 | 0 | 1.40 | 94.47 | -41.80 | 4.97 | 5228.10 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
| 4 | 27 | 1 | 0 | 1 | 0 | 7 | 5 | 189 | 2 | 999 | 0 | 0 | 1.40 | 93.92 | -42.70 | 4.96 | 5228.10 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
| 5 | 58 | 1 | 0 | 1 | 1 | 7 | 5 | 605 | 1 | 999 | 0 | 0 | 1.40 | 93.92 | -42.70 | 4.96 | 5228.10 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 6 | 48 | 1 | 0 | 1 | 0 | 5 | 3 | 243 | 1 | 999 | 0 | 0 | 1.10 | 93.99 | -36.40 | 4.86 | 5191.00 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
| 7 | 51 | 0 | 0 | 1 | 0 | 8 | 4 | 24 | 7 | 999 | 0 | 0 | 1.40 | 93.44 | -36.10 | 4.96 | 5228.10 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 8 | 24 | 1 | 0 | 1 | 1 | 6 | 3 | 126 | 4 | 999 | 0 | 0 | 1.40 | 94.47 | -41.80 | 4.96 | 5228.10 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 9 | 36 | 0 | 0 | 1 | 1 | 7 | 1 | 43 | 4 | 999 | 0 | 0 | 1.40 | 93.92 | -42.70 | 4.96 | 5228.10 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
Last rows
| age | marital | default | housing | loan | month | day_of_week | duration | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | job_admin. | job_blue-collar | job_entrepreneur | job_housemaid | job_management | job_retired | job_self-employed | job_services | job_student | job_technician | job_unemployed | job_unknown | contact_cellular | contact_telephone | education_basic.4y | education_basic.6y | education_basic.9y | education_high.school | education_illiterate | education_professional.course | education_university.degree | education_unknown | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32940 | 30 | 0 | 0 | 0 | 0 | 8 | 2 | 97 | 7 | 999 | 0 | 0 | 1.40 | 93.44 | -36.10 | 4.96 | 5228.10 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 32941 | 54 | 1 | 0 | 1 | 0 | 8 | 5 | 91 | 2 | 3 | 1 | 1 | -2.90 | 92.20 | -31.40 | 0.85 | 5076.20 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 32942 | 47 | 1 | 0 | 1 | 0 | 6 | 1 | 82 | 2 | 999 | 0 | 0 | 1.40 | 94.47 | -41.80 | 4.96 | 5228.10 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 32943 | 25 | 1 | 0 | 1 | 0 | 5 | 3 | 488 | 1 | 999 | 0 | 0 | 1.10 | 93.99 | -36.40 | 4.86 | 5191.00 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
| 32944 | 49 | 1 | 0 | 1 | 0 | 8 | 4 | 199 | 1 | 999 | 0 | 0 | 1.40 | 93.44 | -36.10 | 4.96 | 5228.10 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
| 32945 | 56 | 1 | 0 | 0 | 1 | 7 | 1 | 116 | 1 | 999 | 0 | 0 | 1.40 | 93.92 | -42.70 | 4.96 | 5228.10 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 32946 | 37 | 1 | 0 | 0 | 1 | 7 | 5 | 69 | 7 | 999 | 0 | 0 | 1.40 | 93.92 | -42.70 | 4.96 | 5228.10 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 32947 | 26 | 0 | 0 | 0 | 0 | 5 | 2 | 135 | 4 | 999 | 1 | 0 | -1.80 | 92.89 | -46.20 | 1.27 | 5099.10 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 32948 | 31 | 0 | 0 | 0 | 0 | 4 | 1 | 386 | 1 | 999 | 0 | 0 | -1.80 | 93.08 | -47.10 | 1.41 | 5099.10 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
| 32949 | 39 | 1 | 0 | 0 | 0 | 8 | 4 | 179 | 1 | 999 | 0 | 0 | 1.40 | 93.44 | -36.10 | 4.96 | 5228.10 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
Most frequent
| age | marital | default | housing | loan | month | day_of_week | duration | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | job_admin. | job_blue-collar | job_entrepreneur | job_housemaid | job_management | job_retired | job_self-employed | job_services | job_student | job_technician | job_unemployed | job_unknown | contact_cellular | contact_telephone | education_basic.4y | education_basic.6y | education_basic.9y | education_high.school | education_illiterate | education_professional.course | education_university.degree | education_unknown | y | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 27 | 0 | 0 | 0 | 0 | 7 | 1 | 331 | 2 | 999 | 0 | 0 | 1.40 | 93.92 | -42.70 | 4.96 | 5228.10 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 2 |
| 1 | 32 | 0 | 0 | 1 | 0 | 7 | 4 | 128 | 1 | 999 | 0 | 0 | 1.40 | 93.92 | -42.70 | 4.97 | 5228.10 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 2 |
| 2 | 33 | 1 | 0 | 1 | 0 | 8 | 4 | 59 | 1 | 999 | 0 | 0 | 1.40 | 93.44 | -36.10 | 4.97 | 5228.10 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 2 |
| 3 | 35 | 1 | 0 | 1 | 0 | 5 | 5 | 348 | 4 | 999 | 0 | 0 | -1.80 | 92.89 | -46.20 | 1.31 | 5099.10 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 2 |
| 4 | 36 | 1 | 0 | 0 | 0 | 7 | 4 | 88 | 1 | 999 | 0 | 0 | 1.40 | 93.92 | -42.70 | 4.97 | 5228.10 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 2 |
| 5 | 39 | 1 | 0 | 0 | 0 | 5 | 4 | 124 | 1 | 999 | 0 | 0 | 1.10 | 93.99 | -36.40 | 4.86 | 5191.00 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |
| 6 | 41 | 1 | 0 | 1 | 0 | 8 | 2 | 127 | 1 | 999 | 0 | 0 | 1.40 | 93.44 | -36.10 | 4.97 | 5228.10 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 2 |
| 7 | 45 | 1 | 0 | 0 | 0 | 7 | 4 | 252 | 1 | 999 | 0 | 0 | -2.90 | 92.47 | -33.60 | 1.07 | 5076.20 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 2 |
| 8 | 55 | 1 | 0 | 0 | 0 | 8 | 1 | 33 | 1 | 999 | 0 | 0 | 1.40 | 93.44 | -36.10 | 4.96 | 5228.10 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2 |
| 9 | 56 | 1 | 0 | 0 | 0 | 5 | 1 | 136 | 1 | 999 | 0 | 0 | 1.10 | 93.99 | -36.40 | 4.86 | 5191.00 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |